[0001] In paper-making an aqueous solution containing cellulose fibers water/pulp matrix
is lain on a wire screen which entraps cellulose fibers and permits a filtrate to
be removed. The efficiency of the paper-making is influenced by the retention of the
process. Thus measuring of the concentrations in the filtrate reports the action in
the paper-making pass. Stated otherwise, the concentration of chemicals in the filtrate
reflects what is retained on the wire screen. Chemicals as used herein refers to chemical
elements, compounds and compositions.
[0002] It is known that the overall retention on the wire screen is directly related to
the efficiency of the paper-making process. For that reason monitoring of the filtrate
is an effective means for establishing the nature of the activity in the paper-making
procedure. However, available procedures for investigating the filtrates do not provide
adequate information about the chemical constituents in the filler of the filtrate
from the aqueous slurry. The filtrate contains a low concentration of fine particle
material with chemical constituents in a very low concentration.
[0003] Present methods are incapable of readily measuring the low concentrations of the
individual chemicals in the filtrate by light reflection. Previous methods have not
been able to differentiate between very low concentrations of chemicals and the paper
fines in a filtrate of a paper-making slurry.
[0004] It is an object of the present invention to provide quantitative measurement of individual
chemicals in the filtrate of a water/cellulose matrix in paper-making.
[0005] A further object is a differentiation among the individual chemicals in a paper-making
filtrate and among the pulp fines and chemicals.
[0006] It is an object of this invention to provide an analytical means of determining the
concentration of chemicals in the filtrate of an aqueous slurry.
[0007] A still further object is to employ a mathematical model that provides an identification
of chemicals of very low concentration in a slurry containing pulp fines.
[0008] Paper chemicals as referred to herein include but are not limited to optical brighteners,
sizes and wet and dry strength resins.
[0009] In general, this invention provides a method of analyzing and quantitatively measuring
individual chemicals in a filtrate of a water/cellulose matrix by scanning the near
infrared spectrum with an instrumental system in which radiation from a near infrared
instrument is applied to a sample subject and data is collected by detectors. A Pacific
Scientific Model 6250 spectrophotometer is suitable.
[0010] The data of the infrared spectra obtained by the scanning are stored. The scanning
obtains characteristic measurement of the sample subject in data in the form of conversion
to voltages which are proportionate and detectable. These measurements recorded are
determined by the detection obtained with the spectrometer when scanning in the infrared
spectrum.
[0011] Information on the identity of the chemicals in a water-cellulose matrix is obtained
by scanning the sample matrix with the spectrometer in the near infrared spectrum.
The compositional information is extracted by mathematical treatment utilizing derivatives
and multiple linear regressions or other mathematical treatment. By conducting a succession
of scans of a sample subject consisting of a dilute water/cellulose matrix, a calibration
equation for a specific constituent in the matrix has been obtained.
[0012] The data observed in the detector is transmitted to a computer. The computer takes
the signals and provides analysis of the slurry from that data.
[0013] Near-infrared spectra of the radiation according to the present invention are in
a region composed of 1000 nm to 2500 nm, using nanometers as the wavelength unit.
The measurement is in absorption and the log (1/reflectance) refers to absorption
so that the higher the value the more absorption. The absorption in return relates
to the presence of a chemical.
[0014] In the present invention the mathematical treatment can be in accordance with the
description of wavelength selection methods for data analysis described in
Near-Infrared Technology edited by Phil Williams and Karl Norris, American Assoc. of Cereal Chemists, Inc.
(1987).
[0015] By the procedure it has been found that by near-infrared radiation it is possible
to determine the levels of low concentrations of an individual chemical in a slurry
filtrate in a paper-making process.
[0016] For example, a succession of scans is conducted with incremental additions of the
constituent clay. From the recording of the signals obtained in the near infrared
spectra with the recording of the increments of clay a calibration equation for clay
in the dilute water/cellulose matrix is obtained.
[0017] It has been found that by derivatives and linear regression it is possible to find
from the values obtained in the NIR radiation by scanning of a slurry to determine
the presence and concentration of the chemicals in the matrix, for establishing a
differentiation between the fines and the chemicals in the slurry and in turn establish
the amount of chemical retained in a filtrate during paper-making.
[0018] An equation has been generated by conducting multiple linear regressions using the
data of the weight of clay increments in a succession of slurries and spectral readings
from the scanning with the spectrometer. An equation is developed for the constituent,
for example, clay.
[0019] The data on absorption of the NIR radiation is analyzed by a computer using the mathematical
treatment referred to in Near-Infrared Technology,
supra to determine the concentration. This radiation signal is stored in the computer and
subsequently converted to the percent concentration using an equation of the form:
% = A + B log 1/R ₁ + C log 1/R ₂ |
where |
A |
= intercept |
|
B |
= coefficient of the first term |
|
C |
= coefficient of the second term |
|
R ₁ |
= reflectance at wavelength #1 |
|
R ₂ |
= reflectance at wavelength #2 |
[0020] The NIR technique for analytical measurement is basically a semi-empirical method,
the applicability of which requires calibration on the basis of measurements followed
by data processing. The investigations are carried on with near infrared spectrometers.
[0021] Reference to a procedure involving NIR radiation includes the Near Infrared Reflective
method and the Near Infrared Transmittance method.
[0022] The purpose of the described technique is to detect and predict the chemical variables
in the filtrate from a water/cellulose matrix in paper-making from the spectrophotometric
measurements using NIR illumination, either reflectance or transmittance. However,
a mathematical relationship for converting the NIR measurements to the desired quantity
(the prediction equation) has to be established. As pointed out above, this can be
accomplished by a mathematical treatment involving derivatives and linear regression.
Suitable techniques are shown in Near Infrared Technology
supra and in
Calibration of NIR Data by Bilinear Modelling Near Infrared Diffuse Reflectance/Transmittance
Spectroscopy, edited by Hollo, Kaffka and Gonczy, Academy Kiado, Budapest, 1987, pp. 87-95.
[0023] To determine the presence of pulp fines and percentage of chemicals in a filtrate,
a system was prepared comprised of a transparent container in juxtaposition with a
near infrared reflectance instrument which emits a NIR radiation signal directed to
impinge on the transparent container and be reflected by the contents. The reflected
signal beams were received on suitably arranged detectors of a spectrophotometer.
[0024] The contents of the container was aqueous slurry with low concentrations of chemicals
and pulp fines, such as occur in a water/cellulose matrix. The near infrared signal
beam of the reflectance instrument acted upon the low concentration of chemicals
in the slurry and collected on the detectors of the instrument to produce in the instrument
a voltage which is directly proportional to the absorption by chemicals in the container.
The reflected beam impinges on the slurry and scans across the NIR spectrum from 1000
nm to over 2500.
[0025] The reflectance of the radiation as the slurry is scanned by the radiation as received
by the detector is observed by the computer in the spectrometer. This reflectance
signal is stored in the computer and subsequently converted by calculations to the
concentration of the chemical in the slurry.
Example 1
[0026] In an example of the present invention, an equation was generated for determining
the presence of a very low concentration of clay in a slurry. By using the weight
data and the spectral responses, by linear regression the prediction equation set
forth above was formulated. A low concentration of clay was provided in a slurry of
paper fines and a low concentration of clay. A reading was taken by scanning with
near infrared spectra radiation to obtain data on the voltages in the spectrometer
which relate to the absorbed spectral radiation resulting from the scanning of the
slurry with the radiation. The slurry scanning was repeated several times and the
scans averaged to reduce noise in the data. The reflectance scanning was repeated
a number of times with modified slurries each containing an addition of clay so as
to provide in each a small incremental change in the concentration of clay in the
successive slurries upon which the radiation is directed and absorbed and from which
radiation is reflected.
[0027] Thus, there was provided slurries containing clay in a very low concentration. Next
a near infrared reflectance radiation was directed on said slurries, which reflected
signal scanned the near infrared spectrum from 1000 nm to 2500 nm, producing a recordable
spectrum reading with said reflected signal, followed by providing a series of near
infrared spectrum readings with a succession of slurries of varying concentration.
Then computer calculations were performed from the data obtained from the incremental
slurries and by linear regressions of the weight data combined with the spectral readings
obtained with the compositional values of the clay, a characteristic equation for
the clay was obtained.
[0028] The equation generated for clay was -0.006 - 59.243 log 1/Reflectance at 1370 nm
+ 34.857 log 1/Reflectance at 1552 of the first derivative near infrared spectrum,
obtained with a smoothing of 10 nm. The correlation coefficient of this equation was
0.994 and the standard error of calibration was 0.009 weight percent absolute. Clay
was determined at the 0.25 weight percent level in aqueous slurry.
[0029] While in the above example, the radiation detected the absorption by reflectance,
it will be understood that it is within the scope of this invention to seek the absorbance
by a technique of transmittance of the NIR radiation.
Example 2
[0030] An equation was generated for determining the presence of a very low concentration
of water, pulp, clay and titanium dioxide. By using the weight data and the spectral
response by linear regression, the prediction equation was formulated.
[0031] A low concentration of calcium carbonate was provided in an aqueous slurry that contained
paper fines, clay and titanium dioxide, also in low concentrations. A reading was
taken by scanning with near infrared radiation to obtain data on voltages in the spectrometer
which relate to the absorbed spectral radiation resulting from the scanning of the
slurry with the radiation. The slurry scanning was repeated and the scans averaged
to reduce the noise in the data. This reflectance scanning was repeated with modified
slurries each containing an addition of calcium carbonate so as to provide in each
a small incremental change in the concentration of calcium carbonate in the successive
slurries upon which the radiation is directed and absorbed and from which the radiation
is reflected. Thus there was provided a slurry containing calcium carbonate in a very
low concentration. Next near infrared reflectance radiation was directed on said slurry,
which reflected signal scanned the near infrared spectrum from 1000 nm to 2500 nm,
producing a recordable spectrum reading with said reflected signal, followed by providing
a series of near infrared spectrum readings with a succession of slurries of varying
composition of the calcium carbonate in the slurry.
[0032] As illustrated in the following table, in which for the calcium carbonate, pulp,
clay and titanium dioxide the data set is shown and the calcium carbonate column shows
the grams added to each successive scanned slurry.
Table
Sample # |
CaCO₃ |
Clay |
TiO₂ |
Pulp |
1 |
0.0071 |
0.007 |
|
|
2 |
0.0072 |
|
0.0008 |
0.050 |
3 |
0.0071 |
|
|
|
4 |
0.0070 |
0.007 |
|
0.05 |
5 |
0.0071 |
0.007 |
0.001 |
|
6 |
0.0070 |
|
|
0.05 |
7 |
0.0072 |
|
0.0008 |
|
8 |
0.0071 |
0.007 |
|
0.05 |
9 |
0.0070 |
|
|
|
10 |
0.0071 |
0.007 |
|
0.05 |
11 |
0.0070 |
|
0.001 |
|
12 |
0.0071 |
|
|
|
13 |
0.0074 |
0.007 |
|
|
14 |
0.0072 |
0.007 |
|
0.05 |
15 |
0.0076 |
|
|
|
16 |
0.0071 |
0.007 |
0.001 |
|
17 |
0.0072 |
0 |
|
|
18 |
0.0070 |
0.007 |
|
0.05 |
19 |
0.0071 |
|
0.001 |
0.05 |
20 |
0.0073 |
|
|
0.050 |
21 |
0.0070 |
0.007 |
|
|
22 |
0.0077 |
0.007 |
|
0.05 |
23 |
0.0070 |
|
0.001 |
|
24 |
0.0068 |
0.007 |
|
|
25 |
0.0071 |
0.007 |
0.001 |
|
26 |
0.0070 |
|
|
0.05 |
[0033] Then computer calculations were performed from the data obtained from the incremental
slurries and by linear regressions of the weight data combined with the spectral readings
obtained with the compositional values of the clay, a characteristic equation for
the calcium carbonate was obtained.
[0034] The equation was -0.009 + 5.215 log 1/Reflectant at 1414 nm - 0.940 log 1/Reflectance
at 2414 nm of the second derivative near infrared spectrum, obtained with a smoothing
of 10 nm. The correlation coefficient of this equation was 0.999 and the standard
error of calibration was 0.003 weight percent absolute. Calcium carbonate was determined
at the 0.25 weight percent level. The experimental conditions were the same as in
Example 1.
Example 3
[0035] By the procedures described above in Examples 1 and 2, an equation was generated
from a set of slurries for calibration the same as in Example 2 except that 0.0014
g. to 0.0020 gram increments of titanium dioxide were used for a range of 0.0019 to
0.038 grams in 75 grams of water.
[0036] A calibration set of thirty-one samples was regressed. A two wave length calibration
used 1380 nm and 2260 nm, and the resulting equation was 0.144 - 95.419 log 1/Reflectance
at 1380 nm + 24.909 log 1/Reflectance at 2260 nm of the second derivative spectrum,
obtained with a smoothing of 10 nm. The correlation coefficient of this equation was
0.998 and the standard error of calibration 0.0007 weight percent level. The experimental
conditions were the same as in Example 1.
[0037] This invention provides a method and means for monitoring and controlling the chemicals
in a process using a slurry such as paper-making. By contemporaneous evaluation of
a filtrate in a paper-making process by scanning with infrared radiation and detecting,
identifying and reporting on the status and conditions of chemicals from the data
from the filtrate, it is possible to monitor the operation, even with the very low
concentration of the chemicals in the filtrate and the presence of paper fines.
[0038] If the data contains an abnormality, such as an increase in the filtrate in the concentration
of clay, calcium carbonate or titanium dioxide, the processing can be appropriately
controlled, or corrective action taken.
[0039] Various modes of monitoring and controlling are effective. The calculated percentages
resulting from application of the equations to the spectra of process streams may
be displayed on a CRT screen. Or the monitored data may be gathered and stored in
memory for later print-out and display. Or the data may be immediately printed out.
[0040] This invention can provide a software performance analysis in which analyzing the
data from the scanning of the spectra enables identification of conditions in an operation,
such as paper-making and results in a printing of data from which an operator can
obtain information for control and modification of the operation.
1. The method of providing analysis of extremely low concentrations of individual
chemical constituents in a water/cellulose matrix in a system for processing the matrix,
comprising the steps of
providing a liquid sample of a chemical constituent of a water/cellulose matrix in
very low concentration,
providing a series of near infrared spectrum readings with a succession of liquids
with samples with known composition of varying composition of the chemical in the
liquid sample,
applying a near infrared radiant signal on said sample containing liquid which radiant
signal scans the near infrared spectrum from 1000 nm to 2500 nm,
producing a recordable spectrum reading with said radiant signal
performing computer calculations from the data obtained from the incremental liquid
samples and by linear regressions of the weight data combined with the spectral readings
obtained with the compositional values of chemical obtain a characteristic equation
for the chemical,
and determining the status and condition of the water/cellulose matrix in the system
from the characteristic equation, so as to monitor and control said system.
2. The method as claimed in claim 1 wherein the near infrared radiant signal is a
near infrared reflectance signal which is reflected by said sample.
3. The method as claimed in claim 1 wherein the near infrared radiant signal is a
near infrared transmittance signal which transmits the same sample.
4. The method of claim 1 wherein the system is a paper-making system.
5. The method of claims 1, 2, 3 or 4 in which the chemical constituent is a paper
chemical.
6. The method of claims 1, 2, 3 or 4 in which the chemical constituent is clay.
7. The method of claims 1, 2, 3 or 4 in which the chemical constituent is calcium
carbonate.
8. The method of claims 1, 2, 3 or 4 in which the chemical constituent is titanium
dioxide.
9. The method of claims 1, 2, 3 or 4 wherein the determinations from the characteristic
equation are printed out.
10. The method of claims 1, 2, 3 or 4 wherein the determinations from the characteristic
equation are displayed.
11. In a condition detecting apparatus for a system for processing a water/cellulose
matrix having a filtrate from the matrix
means for providing a liquid sample of a chemical constituent of the water/cellulose
matrix in very low concentration,
means for providing a series of near infrared spectrum readings with a succession
of liquids with samples with known composition or of varying composition of the chemical
in the liquid sample,
means for applying a near infrared radiant signal on said sample containing liquid
which radiant signal scans the near infrared spectrum from 1000 nm to 2500 nm,
means for producing a recordable spectrum reading with said radiant signal
whereby performing computer calculations from the data obtained from the incremental
liquid samples and by linear regressions of the weight data combined with the spectral
readings obtained with the compositional values of chemical obtain a characteristic
equation for the chemical,
and means for determining the status and condition of the water/cellulose matrix from
the characteristic equation.
12. Apparatus as claimed in claim 11 wherein the radiant signal is a near infrared
reflectance signal.
13. Apparatus as claimed in claim 11 wherein the radiant signal is a near infrared
transmittance signal.
14. Apparatus as claimed in claim 11 wherein the system is paper-making.
15. Apparatus as claimed in claims 11, 12, 13 or 14 wherein the chemical constituent
is a paper chemical.
16. Apparatus as claimed in claims 11, 12, 13 or 14 wherein the chemical constituent
is clay.
17. Apparatus as claimed in claims 11, 12, 13 or 14 wherein the chemical constituent
is calcium carbonate.
18. Apparatus as claimed in claims 11, 12, 13 or 14 wherein the chemical constituent
is titanium dioxide.